{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import absolute_import\n",
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "import os\n",
    "import cv2\n",
    "import numpy as np\n",
    "import os\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "import random\n",
    "import pandas as pd\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = '/p300/flickr30k_images/'\n",
    "train_images_list = os.listdir(root+'flickr30k_images/')\n",
    "sample_size = 30\n",
    "train_images_list = train_images_list[:sample_size]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "im_id = train_images_list[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "filename = '/p300/flickr30k_images/flickr30k_images/' + im_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create Selective Search Segmentation Object using default parameters\n",
    "cv2.setUseOptimized(True);\n",
    "cv2.setNumThreads(4);\n",
    "ss = cv2.ximgproc.segmentation.createSelectiveSearchSegmentation()\n",
    "def ss_boxes(img, mode='f', keep_boxes=100):\n",
    "    # read image\n",
    "    # set input image on which we will run segmentation\n",
    "    ss.setBaseImage(img)\n",
    " \n",
    "    # Switch to fast but low recall Selective Search method\n",
    "    if (mode == 'f'):\n",
    "        ss.switchToSelectiveSearchFast()\n",
    "    # Switch to high recall but slow Selective Search method\n",
    "    elif (mode == 'q'):\n",
    "        ss.switchToSelectiveSearchQuality()\n",
    " \n",
    "    # run selective search segmentation on input image\n",
    "    rects = ss.process()[:keep_boxes, :]\n",
    "#     print('Total Number of Region Proposals: {}'.format(len(rects)))\n",
    "    rects[:, 2] += rects[:, 0]\n",
    "    rects[:, 3] += rects[:, 1]\n",
    "    return rects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "im = cv2.imread(filename)\n",
    "rects = ss_boxes(im, mode='f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc940498e80>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imOut = im.copy()\n",
    "# itereate over all the region proposals\n",
    "for i, rect in enumerate(rects):\n",
    "    x1, y1, x2, y2 = rect\n",
    "    cv2.rectangle(imOut, (x1, y1), (x2, y2), (255, 0, 0), 1)\n",
    "\n",
    "plt.imshow(imOut)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500, 336)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(336, 500, 3)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(img).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "sentence_root = '/p300/flickr30k_images/flickr30k_anno/Sentences/'\n",
    "sentence_list = os.listdir(sentence_root)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50000 4374\n"
     ]
    }
   ],
   "source": [
    "count = 0\n",
    "total = 0\n",
    "for i,sent_f in enumerate(sentence_list[20000:30000]):\n",
    "    sent_file = sentence_root + sent_f\n",
    "    sents = open(sent_file)\n",
    "    for line in sents:\n",
    "        total += 1\n",
    "        if 'people' not in line:\n",
    "            count += 1\n",
    "    sents.close()\n",
    "#             print(line)\n",
    "#             import ipdb; ipdb.set_trace()\n",
    "print(total, count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31783"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sentence_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
